{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2024-06-12T07:06:37.100859900Z",
     "start_time": "2024-06-12T07:06:37.090892400Z"
    }
   },
   "outputs": [],
   "source": [
    "import torch\n",
    "from models.vit import vit_small\n",
    "import torch.nn as nn\n",
    "\n",
    "class net(nn.Module):\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        self.encoder = vit_small()\n",
    "        self.hooks = []\n",
    "        for name, module in self.encoder.named_modules():\n",
    "            if 'attn_drop' in name:\n",
    "                self.hooks.append(module.register_forward_hook(self.get_attention))\n",
    "        self.attentions = []\n",
    "\n",
    "    def get_attention(self, module, input, output):\n",
    "        self.attentions.append(output.cpu())\n",
    "\n",
    "    def forward(self, x):\n",
    "        return self.encoder(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([8, 3, 224, 224])\n"
     ]
    }
   ],
   "source": [
    "\n",
    "att_net = net()\n",
    "checkpoint = \"F:\\checkpoint\\ViT-S-16\\miniImageNet\\checkpoint1600.pth\"\n",
    "model_dict = att_net.state_dict()\n",
    "pretrained_dict = torch.load(checkpoint, map_location='cpu')['teacher']\n",
    "pretrained_dict = {k.replace('backbone', 'encoder'): v for k, v in pretrained_dict.items()}\n",
    "pretrained_dict = {k: v for k, v in pretrained_dict.items() if k in model_dict}\n",
    "model_dict.update(pretrained_dict)\n",
    "att_net.load_state_dict(model_dict)\n",
    "from torchvision.transforms import transforms\n",
    "import os\n",
    "from PIL import Image\n",
    "import numpy as np\n",
    "\n",
    "trans = transforms.Compose([\n",
    "    transforms.Resize(256),\n",
    "    transforms.CenterCrop(224),\n",
    "    transforms.ToTensor(),\n",
    "    transforms.Normalize(np.array([0.485, 0.456, 0.406]), np.array([0.229, 0.224, 0.225]))\n",
    "])\n",
    "imgs = []\n",
    "for img_name in os.listdir('img'):\n",
    "    img = Image.open(os.path.join(os.getcwd(), 'img', img_name)).convert('RGB')\n",
    "    img = trans(img)\n",
    "    imgs.append(img)\n",
    "\n",
    "imgs = torch.stack([t for t in imgs], dim=0)\n",
    "print(imgs.shape)\n",
    "imgs = imgs.to('cuda')\n",
    "att_net = att_net.to('cuda')\n",
    "output = att_net(imgs)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-12T07:06:42.621436400Z",
     "start_time": "2024-06-12T07:06:39.259994400Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['F:\\\\AttentionSet\\\\img\\\\n0452216800000088.jpg', 'F:\\\\AttentionSet\\\\img\\\\n0452216800000090.jpg', 'F:\\\\AttentionSet\\\\img\\\\n0452216800000094.jpg', 'F:\\\\AttentionSet\\\\img\\\\n0452216800000095.jpg', 'F:\\\\AttentionSet\\\\img\\\\n0452216800000097.jpg', 'F:\\\\AttentionSet\\\\img\\\\n0452216800000102.jpg', 'F:\\\\AttentionSet\\\\img\\\\n0452216800000105.jpg', 'F:\\\\AttentionSet\\\\img\\\\n0452216800000107.jpg']\n"
     ]
    }
   ],
   "source": [
    "img_list = [os.path.join(os.getcwd(), 'img', img_name) for img_name in os.listdir('img')]\n",
    "print(img_list)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-12T07:06:44.075941900Z",
     "start_time": "2024-06-12T07:06:44.063886700Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([8, 6, 197, 197])\n"
     ]
    }
   ],
   "source": [
    "attentions = att_net.attentions\n",
    "print(attentions[0].shape)\n",
    "for l in range(len(attentions)):\n",
    "    attentions[l] = torch.mean(attentions[l],dim=1)\n",
    "attentions = np.stack([t.detach().numpy() for t in attentions],axis=0)\n",
    "attentions = attentions.transpose((1, 0, 2, 3))\n",
    "imp = np.prod(attentions,axis=1).mean(axis=1)\n",
    "imp = imp[:,1:]\n",
    "imp = imp / np.sum(imp,axis=1,keepdims=True)\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-12T07:06:49.095158200Z",
     "start_time": "2024-06-12T07:06:49.048136900Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(8, 196)\n"
     ]
    }
   ],
   "source": [
    "print(imp.shape)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-12T07:06:50.510235700Z",
     "start_time": "2024-06-12T07:06:50.490294600Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 2 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ids = []\n",
    "score = 0.0\n",
    "img_index = 4\n",
    "img_imp_indices = np.argsort(imp[img_index])[::-1]\n",
    "img_imp = imp[img_index]\n",
    "for id in img_imp_indices:\n",
    "    score+=img_imp[id]\n",
    "    ids.append(id)\n",
    "    if score>=0.95:\n",
    "        break\n",
    "# 做idx和图像中patch的位置映射\n",
    "def idx_map_loc(idx):\n",
    "    square_x = (idx % 14) * 16\n",
    "    square_y = int(idx / 14) * 16\n",
    "    square_width = 16\n",
    "    square_height = 16\n",
    "    return [square_x, square_x + square_width, square_x + square_width, square_x, square_x], \\\n",
    "        [square_y, square_y, square_y + square_height, square_y + square_height, square_y]\n",
    "\n",
    "\n",
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 读取图像\n",
    "image = cv2.imread(img_list[img_index])\n",
    "image = cv2.resize(image, [224, 224])\n",
    "# 转换为灰度图像\n",
    "gray_image = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)\n",
    "\n",
    "# 绘制热力图\n",
    "plt.imshow(gray_image, cmap='hot')\n",
    "\n",
    "# 添加颜色条\n",
    "plt.colorbar()\n",
    "\n",
    "for idx in ids:\n",
    "    x, y = idx_map_loc(idx)\n",
    "    plt.plot(x, y, color='red')\n",
    "# plt.plot([0, 16, 16 , 0, 0],[0, 0, 16,16, 0],color='red')\n",
    "# plt.plot([16, 32, 32 , 16, 16],[0, 0, 16,16, 0],color='red')\n",
    "# plt.plot(idx_map_loc(0), color='red')\n",
    "#\n",
    "# plt.plot(x,y,color='red')\n",
    "# 显示图形\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-12T07:13:39.077774300Z",
     "start_time": "2024-06-12T07:13:38.885416200Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "outputs": [],
   "source": [
    "a = np.asarray([12,2,3])\n",
    "b = np.asarray([12,2])"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-12T07:32:16.034235100Z",
     "start_time": "2024-06-12T07:32:16.018287300Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "all the input array dimensions except for the concatenation axis must match exactly, but along dimension 1, the array at index 0 has size 3 and the array at index 1 has size 2",
     "output_type": "error",
     "traceback": [
      "\u001B[1;31m---------------------------------------------------------------------------\u001B[0m",
      "\u001B[1;31mValueError\u001B[0m                                Traceback (most recent call last)",
      "Cell \u001B[1;32mIn[64], line 1\u001B[0m\n\u001B[1;32m----> 1\u001B[0m c \u001B[38;5;241m=\u001B[39m \u001B[43mnp\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mvstack\u001B[49m\u001B[43m(\u001B[49m\u001B[43m(\u001B[49m\u001B[43ma\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mb\u001B[49m\u001B[43m)\u001B[49m\u001B[43m)\u001B[49m\n",
      "File \u001B[1;32m<__array_function__ internals>:200\u001B[0m, in \u001B[0;36mvstack\u001B[1;34m(*args, **kwargs)\u001B[0m\n",
      "File \u001B[1;32mE:\\anaconda3\\envs\\pytorch\\lib\\site-packages\\numpy\\core\\shape_base.py:296\u001B[0m, in \u001B[0;36mvstack\u001B[1;34m(tup, dtype, casting)\u001B[0m\n\u001B[0;32m    294\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m \u001B[38;5;129;01mnot\u001B[39;00m \u001B[38;5;28misinstance\u001B[39m(arrs, \u001B[38;5;28mlist\u001B[39m):\n\u001B[0;32m    295\u001B[0m     arrs \u001B[38;5;241m=\u001B[39m [arrs]\n\u001B[1;32m--> 296\u001B[0m \u001B[38;5;28;01mreturn\u001B[39;00m \u001B[43m_nx\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mconcatenate\u001B[49m\u001B[43m(\u001B[49m\u001B[43marrs\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;241;43m0\u001B[39;49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mdtype\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mdtype\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mcasting\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mcasting\u001B[49m\u001B[43m)\u001B[49m\n",
      "File \u001B[1;32m<__array_function__ internals>:200\u001B[0m, in \u001B[0;36mconcatenate\u001B[1;34m(*args, **kwargs)\u001B[0m\n",
      "\u001B[1;31mValueError\u001B[0m: all the input array dimensions except for the concatenation axis must match exactly, but along dimension 1, the array at index 0 has size 3 and the array at index 1 has size 2"
     ]
    }
   ],
   "source": [
    "c = np.vstack((a, b))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-12T07:32:17.015447200Z",
     "start_time": "2024-06-12T07:32:16.964526Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "outputs": [],
   "source": [
    "from utils import pprint\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-12T07:30:11.941470500Z",
     "start_time": "2024-06-12T07:30:11.929510800Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "array([[12,  2,  3],\n",
      "       [12,  2,  2]])\n"
     ]
    }
   ],
   "source": [
    "pprint(c)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-06-12T07:30:14.947049600Z",
     "start_time": "2024-06-12T07:30:14.930105600Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  }
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